{
 "cells": [
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-03T12:31:49.738367Z",
     "start_time": "2025-06-03T12:17:03.557587Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import os\n",
    "import numpy as np\n",
    "import jieba\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.svm import LinearSVC\n",
    "from sklearn.naive_bayes import MultinomialNB\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.metrics import accuracy_score, classification_report, confusion_matrix\n",
    "from tqdm import tqdm\n",
    "from datetime import datetime\n",
    "\n",
    "\n",
    "# ------------------------------ 混淆矩阵可视化函数 ------------------------------\n",
    "def plot_confusion_matrix(conf_mat, model_name, classes):\n",
    "    plt.figure(figsize=(8, 6))\n",
    "    plt.imshow(conf_mat, interpolation='nearest', cmap=plt.cm.Blues)\n",
    "    plt.title(f\"{model_name} 混淆矩阵\", fontsize=14)\n",
    "    plt.colorbar()\n",
    "    plt.xticks(range(len(classes)), classes, rotation=45)\n",
    "    plt.yticks(range(len(classes)), classes)\n",
    "\n",
    "    thresh = conf_mat.max() / 2.\n",
    "    for i in range(len(conf_mat)):\n",
    "        for j in range(len(conf_mat[i])):\n",
    "            plt.text(j, i, f'{conf_mat[i, j]}',\n",
    "                     horizontalalignment=\"center\",\n",
    "                     color=\"white\" if conf_mat[i, j] > thresh else \"black\")\n",
    "\n",
    "    plt.xlabel(\"预测类别\")\n",
    "    plt.ylabel(\"真实类别\")\n",
    "    plt.tight_layout()\n",
    "    plt.savefig(f\"{model_name}_confusion_matrix.png\")\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "# ------------------------------ 数据处理函数 ------------------------------\n",
    "def load_class_labels(class_path):\n",
    "    label_map = {}\n",
    "    if os.path.exists(class_path):\n",
    "        with open(class_path, 'r', encoding='utf-8') as f:\n",
    "            for idx, line in enumerate(f):\n",
    "                label_map[idx] = line.strip()\n",
    "    return label_map or {idx: f\"类别{idx}\" for idx in sorted(set(label_map.keys()))}\n",
    "\n",
    "\n",
    "def load_text_dataset(file_path):\n",
    "    texts, labels = [], []\n",
    "    with open(file_path, 'r', encoding='utf-8') as f:\n",
    "        for line in tqdm(f, desc=f\"加载 {file_path}\"):\n",
    "            line = line.strip()\n",
    "            if not line:\n",
    "                continue\n",
    "            parts = line.rsplit('\\t', 1)\n",
    "            if len(parts) == 2:\n",
    "                texts.append(parts[0])\n",
    "                labels.append(int(parts[1]))\n",
    "    return texts, labels\n",
    "\n",
    "\n",
    "def preprocess_texts(texts, stopwords):\n",
    "    processed = []\n",
    "    for text in tqdm(texts, desc=\"文本预处理\"):\n",
    "        words = jieba.cut(text, HMM=True)\n",
    "        filtered = [word for word in words if word not in stopwords and len(word) >= 2]\n",
    "        processed.append(' '.join(filtered))\n",
    "    return processed\n",
    "\n",
    "\n",
    "# ------------------------------ 模型训练函数 ------------------------------\n",
    "def run_model(model, model_name, data, stopwords, label_map):\n",
    "    train_texts, train_labels, test_texts, test_labels = data\n",
    "    classes = list(label_map.values())\n",
    "\n",
    "    vectorizer = TfidfVectorizer(max_features=10000, ngram_range=(1, 2))\n",
    "    X_train = vectorizer.fit_transform(preprocess_texts(train_texts, stopwords))\n",
    "    X_test = vectorizer.transform(preprocess_texts(test_texts, stopwords))\n",
    "\n",
    "    start_time = datetime.now()\n",
    "    model.fit(X_train, train_labels)\n",
    "    train_time = (datetime.now() - start_time).total_seconds()\n",
    "\n",
    "    train_pred = model.predict(X_train)\n",
    "    test_pred = model.predict(X_test)\n",
    "    train_acc = accuracy_score(train_labels, train_pred)\n",
    "    test_acc = accuracy_score(test_labels, test_pred)\n",
    "    conf_mat = confusion_matrix(test_labels, test_pred)\n",
    "\n",
    "    print(f\"\\n---------------- {model_name} ----------------\")\n",
    "    print(f\"训练集准确率: {train_acc:.4f}\")\n",
    "    print(f\"测试集准确率: {test_acc:.4f}\")\n",
    "    print(f\"训练时间: {train_time:.2f} 秒\")\n",
    "    print(\"分类报告:\\n\", classification_report(test_labels, test_pred, target_names=classes))\n",
    "    plot_confusion_matrix(conf_mat, model_name, classes)\n",
    "\n",
    "    return {\n",
    "        \"model\": model_name,\n",
    "        \"test_accuracy\": test_acc,\n",
    "        \"train_time\": train_time\n",
    "    }\n",
    "\n",
    "\n",
    "# ------------------------------ 主函数 ------------------------------\n",
    "def main():\n",
    "    print(f\"[{datetime.now()}] 文本分类实验开始...\")\n",
    "\n",
    "    DATA_DIR = r\"D:\\mytest\\chenyajie\\shangji-3\\THUCNews-txt\"\n",
    "    CLASS_PATH = os.path.join(DATA_DIR, \"class.txt\")\n",
    "    stopwords = {\n",
    "        '的', '了', '在', '是', '我', '有', '和', '就', '不', '人', '都', '一',\n",
    "        '个', '上', '也', '很', '到', '说', '要', '去', '你', '会', '着', '没有'\n",
    "    }\n",
    "\n",
    "    train_texts, train_labels = load_text_dataset(os.path.join(DATA_DIR, \"train.txt\"))\n",
    "    test_texts, test_labels = load_text_dataset(os.path.join(DATA_DIR, \"test.txt\"))\n",
    "    label_map = load_class_labels(CLASS_PATH)\n",
    "    data = (train_texts, train_labels, test_texts, test_labels)\n",
    "\n",
    "    # 定义六个模型\n",
    "    models = [\n",
    "        (LogisticRegression(solver='lbfgs', max_iter=500), \"逻辑回归\"),\n",
    "        (LinearSVC(max_iter=500), \"支持向量机\"),\n",
    "        (MultinomialNB(), \"朴素贝叶斯\"),\n",
    "        (RandomForestClassifier(n_estimators=100, max_depth=10), \"随机森林\"),\n",
    "        (KNeighborsClassifier(n_neighbors=5), \"K近邻\"),\n",
    "        (DecisionTreeClassifier(max_depth=8), \"决策树\")\n",
    "    ]\n",
    "\n",
    "    results = []\n",
    "    for model, name in models:\n",
    "        results.append(run_model(model, name, data, stopwords, label_map))\n",
    "\n",
    "    # 提取数据用于绘图\n",
    "    model_names = [result['model'] for result in results]\n",
    "    accuracies = [result['test_accuracy'] for result in results]\n",
    "    train_times = [result['train_time'] for result in results]\n",
    "\n",
    "    # 合并绘制柱状图\n",
    "    plt.figure(figsize=(12, 6))\n",
    "\n",
    "    # 测试准确率柱状图（纵坐标调整为0.7-0.9）\n",
    "    plt.subplot(1, 2, 1)\n",
    "    plt.bar(model_names, accuracies, width=0.5,\n",
    "            color=['#1f77b4', '#ff7f0e', '#2ca02c', '#d62728', '#9467bd', '#8c564b'])\n",
    "    plt.title(\"测试准确率对比\", fontsize=14)\n",
    "    plt.xlabel(\"模型名称\", fontsize=12)\n",
    "    plt.ylabel(\"准确率\", fontsize=12)\n",
    "    plt.ylim(0.0, 0.9)  # 降低纵坐标范围\n",
    "    for i, acc in enumerate(accuracies):\n",
    "        plt.text(model_names[i], acc, f\"{acc:.4f}\", ha='center', va='bottom')\n",
    "\n",
    "    # 训练时间柱状图\n",
    "    plt.subplot(1, 2, 2)\n",
    "    plt.bar(model_names, train_times, width=0.5,\n",
    "            color=['#1f77b4', '#ff7f0e', '#2ca02c', '#d62728', '#9467bd', '#8c564b'])\n",
    "    plt.title(\"训练时间对比\", fontsize=14)\n",
    "    plt.xlabel(\"模型名称\", fontsize=12)\n",
    "    plt.ylabel(\"训练时间（秒）\", fontsize=12)\n",
    "    for i, time in enumerate(train_times):\n",
    "        plt.text(model_names[i], time, f\"{time:.2f}s\", ha='center', va='bottom')\n",
    "\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "if __name__ == \"__main__\":\n",
    "    plt.rcParams[\"font.family\"] = \"SimHei\"\n",
    "    main()\n",
    "\n"
   ],
   "id": "f7a7fb96719e37f3",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2025-06-03 20:17:05.625064] 文本分类实验开始...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "加载 D:\\mytest\\chenyajie\\shangji-3\\THUCNews-txt\\train.txt: 180000it [00:00, 1246480.79it/s]\n",
      "加载 D:\\mytest\\chenyajie\\shangji-3\\THUCNews-txt\\test.txt: 10000it [00:00, 1421508.85it/s]\n",
      "文本预处理: 100%|██████████| 180000/180000 [00:11<00:00, 15002.14it/s]\n",
      "文本预处理: 100%|██████████| 10000/10000 [00:00<00:00, 13711.75it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "---------------- 逻辑回归 ----------------\n",
      "训练集准确率: 0.9006\n",
      "测试集准确率: 0.8765\n",
      "训练时间: 8.15 秒\n",
      "分类报告:\n",
      "                precision    recall  f1-score   support\n",
      "\n",
      "      finance       0.89      0.87      0.88      1000\n",
      "       realty       0.92      0.90      0.91      1000\n",
      "       stocks       0.82      0.83      0.83      1000\n",
      "    education       0.94      0.93      0.93      1000\n",
      "      science       0.84      0.84      0.84      1000\n",
      "      society       0.84      0.86      0.85      1000\n",
      "     politics       0.85      0.86      0.85      1000\n",
      "       sports       0.93      0.92      0.93      1000\n",
      "         game       0.92      0.88      0.89      1000\n",
      "entertainment       0.82      0.88      0.85      1000\n",
      "\n",
      "     accuracy                           0.88     10000\n",
      "    macro avg       0.88      0.88      0.88     10000\n",
      " weighted avg       0.88      0.88      0.88     10000\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "文本预处理: 100%|██████████| 180000/180000 [00:10<00:00, 16469.15it/s]\n",
      "文本预处理: 100%|██████████| 10000/10000 [00:00<00:00, 14233.39it/s]\n",
      "D:\\python\\Lib\\site-packages\\sklearn\\svm\\_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "---------------- 支持向量机 ----------------\n",
      "训练集准确率: 0.9165\n",
      "测试集准确率: 0.8752\n",
      "训练时间: 6.96 秒\n",
      "分类报告:\n",
      "                precision    recall  f1-score   support\n",
      "\n",
      "      finance       0.89      0.86      0.88      1000\n",
      "       realty       0.92      0.90      0.91      1000\n",
      "       stocks       0.81      0.83      0.82      1000\n",
      "    education       0.93      0.93      0.93      1000\n",
      "      science       0.84      0.84      0.84      1000\n",
      "      society       0.85      0.87      0.86      1000\n",
      "     politics       0.85      0.84      0.85      1000\n",
      "       sports       0.93      0.92      0.93      1000\n",
      "         game       0.91      0.89      0.90      1000\n",
      "entertainment       0.83      0.88      0.85      1000\n",
      "\n",
      "     accuracy                           0.88     10000\n",
      "    macro avg       0.88      0.88      0.88     10000\n",
      " weighted avg       0.88      0.88      0.88     10000\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "文本预处理: 100%|██████████| 180000/180000 [00:13<00:00, 13390.41it/s]\n",
      "文本预处理: 100%|██████████| 10000/10000 [00:00<00:00, 15908.07it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "---------------- 朴素贝叶斯 ----------------\n",
      "训练集准确率: 0.8715\n",
      "测试集准确率: 0.8637\n",
      "训练时间: 0.06 秒\n",
      "分类报告:\n",
      "                precision    recall  f1-score   support\n",
      "\n",
      "      finance       0.83      0.87      0.85      1000\n",
      "       realty       0.94      0.84      0.89      1000\n",
      "       stocks       0.82      0.81      0.82      1000\n",
      "    education       0.90      0.93      0.92      1000\n",
      "      science       0.84      0.81      0.82      1000\n",
      "      society       0.83      0.88      0.86      1000\n",
      "     politics       0.82      0.85      0.84      1000\n",
      "       sports       0.91      0.92      0.92      1000\n",
      "         game       0.91      0.86      0.88      1000\n",
      "entertainment       0.84      0.86      0.85      1000\n",
      "\n",
      "     accuracy                           0.86     10000\n",
      "    macro avg       0.86      0.86      0.86     10000\n",
      " weighted avg       0.86      0.86      0.86     10000\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "文本预处理: 100%|██████████| 180000/180000 [00:12<00:00, 14950.95it/s]\n",
      "文本预处理: 100%|██████████| 10000/10000 [00:00<00:00, 17813.92it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "---------------- 随机森林 ----------------\n",
      "训练集准确率: 0.5599\n",
      "测试集准确率: 0.5631\n",
      "训练时间: 3.46 秒\n",
      "分类报告:\n",
      "                precision    recall  f1-score   support\n",
      "\n",
      "      finance       0.91      0.52      0.66      1000\n",
      "       realty       0.89      0.69      0.77      1000\n",
      "       stocks       0.70      0.46      0.56      1000\n",
      "    education       0.86      0.78      0.82      1000\n",
      "      science       0.84      0.48      0.61      1000\n",
      "      society       0.84      0.47      0.60      1000\n",
      "     politics       0.74      0.45      0.56      1000\n",
      "       sports       0.87      0.45      0.59      1000\n",
      "         game       0.87      0.45      0.59      1000\n",
      "entertainment       0.21      0.90      0.34      1000\n",
      "\n",
      "     accuracy                           0.56     10000\n",
      "    macro avg       0.77      0.56      0.61     10000\n",
      " weighted avg       0.77      0.56      0.61     10000\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "文本预处理: 100%|██████████| 180000/180000 [00:12<00:00, 13938.47it/s]\n",
      "文本预处理: 100%|██████████| 10000/10000 [00:00<00:00, 14684.15it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "---------------- K近邻 ----------------\n",
      "训练集准确率: 0.6748\n",
      "测试集准确率: 0.5032\n",
      "训练时间: 0.02 秒\n",
      "分类报告:\n",
      "                precision    recall  f1-score   support\n",
      "\n",
      "      finance       0.35      0.64      0.45      1000\n",
      "       realty       0.66      0.63      0.65      1000\n",
      "       stocks       0.47      0.51      0.49      1000\n",
      "    education       0.82      0.52      0.64      1000\n",
      "      science       0.56      0.47      0.51      1000\n",
      "      society       0.57      0.50      0.53      1000\n",
      "     politics       0.77      0.40      0.52      1000\n",
      "       sports       0.81      0.17      0.28      1000\n",
      "         game       0.66      0.60      0.63      1000\n",
      "entertainment       0.28      0.59      0.38      1000\n",
      "\n",
      "     accuracy                           0.50     10000\n",
      "    macro avg       0.59      0.50      0.51     10000\n",
      " weighted avg       0.59      0.50      0.51     10000\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "文本预处理: 100%|██████████| 180000/180000 [00:11<00:00, 15449.99it/s]\n",
      "文本预处理: 100%|██████████| 10000/10000 [00:00<00:00, 16351.10it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "---------------- 决策树 ----------------\n",
      "训练集准确率: 0.2142\n",
      "测试集准确率: 0.2166\n",
      "训练时间: 1.09 秒\n",
      "分类报告:\n",
      "                precision    recall  f1-score   support\n",
      "\n",
      "      finance       0.95      0.31      0.47      1000\n",
      "       realty       0.97      0.24      0.38      1000\n",
      "       stocks       0.00      0.00      0.00      1000\n",
      "    education       0.99      0.25      0.40      1000\n",
      "      science       1.00      0.00      0.00      1000\n",
      "      society       0.95      0.16      0.28      1000\n",
      "     politics       0.00      0.00      0.00      1000\n",
      "       sports       0.11      1.00      0.20      1000\n",
      "         game       0.93      0.21      0.34      1000\n",
      "entertainment       0.00      0.00      0.00      1000\n",
      "\n",
      "     accuracy                           0.22     10000\n",
      "    macro avg       0.59      0.22      0.21     10000\n",
      " weighted avg       0.59      0.22      0.21     10000\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\python\\Lib\\site-packages\\sklearn\\metrics\\_classification.py:1509: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
      "  _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n",
      "D:\\python\\Lib\\site-packages\\sklearn\\metrics\\_classification.py:1509: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
      "  _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n",
      "D:\\python\\Lib\\site-packages\\sklearn\\metrics\\_classification.py:1509: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
      "  _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 10
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
